A colored mean-field model for analyzing the effects of awareness on epidemic spreading in multiplex networks

被引:11
|
作者
Wu, Qingchu [1 ]
Xiao, Gaoxi [2 ,3 ]
机构
[1] Jiangxi Normal Univ, Coll Math & Informat Sci, Nanchang 330022, Jiangxi, Peoples R China
[2] Nanyang Technol Univ, Sch Elect & Elect Engn, Singapore 639798, Singapore
[3] Nanyang Technol Univ, Complex Inst, Singapore 639798, Singapore
关键词
COMPLEX NETWORKS; DISEASE;
D O I
10.1063/1.5046714
中图分类号
O29 [应用数学];
学科分类号
070104 ;
摘要
We study the impact of susceptible nodes' awareness on epidemic spreading in social systems, where the systems are modeled as multiplex networks coupled with an information layer and a contact layer. We develop a colored heterogeneous mean-field model taking into account the portion of the overlapping neighbors in the two layers. With theoretical analysis and numerical simulations, we derive the epidemic threshold which determines whether the epidemic can prevail in the population and find that the impacts of awareness on threshold value only depend on epidemic information being available in network nodes' overlapping neighborhood. When there is no link overlap between the two network layers, the awareness cannot help one to raise the epidemic threshold. Such an observation is different from that in a single-layer network, where the existence of awareness almost always helps. Published by AIP Publishing.
引用
收藏
页数:8
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